# Text Ranking on BEIR (out-domain) Suite

Source: [Text Ranking on BEIR (out-domain) Suite](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:35:01.402Z

Evaluation of Text Ranking performance across the out-of-domain subsets of the BEIR benchmark suite, including components like Arguana, Climate, DBPedia, and others.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Text Ranking |
| Dataset (including any stated split) | BEIR (out-domain) |
| Metric | Arguana |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Arguana](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=Arguana>): Higher is better; unit: PERCENT.

- [Climate](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=Climate>): Higher is better; unit: PERCENT.

- [DBPedia](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=DBPedia>): Higher is better; unit: PERCENT.

- [FEVER](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=FEVER>): Higher is better; unit: PERCENT.

- [FIQA](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=FIQA>): Higher is better; unit: PERCENT.

- [HotpotQA](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=HotpotQA>): Higher is better; unit: PERCENT.

- [NFCorpus](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=NFCorpus>): Higher is better; unit: PERCENT.

- [NQ](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=NQ>): Higher is better; unit: PERCENT.

- [Quora](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=Quora>): Higher is better; unit: PERCENT.

- [SCIDOCS](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=SCIDOCS>): Higher is better; unit: PERCENT.

- [SciFact](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=SciFact>): Higher is better; unit: PERCENT.

- [COVID](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=COVID>): Higher is better; unit: PERCENT.

- [Touche](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=Touche>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/text-ranking-on-beir-out-domain-suite.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Arguana | Result date | Report paper |
| --- | --- | --- | --- |
| TSARankLLM | 56.8 | Not recorded | 68fa73651e209131cea5c2ea |
| TSARankLLM | 56.1 | Not recorded | 68fa73651e209131cea5c2ea |
| TSARankLLM | 54.1 | Not recorded | 68fa73651e209131cea5c2ea |
| TSARankLLM | 51.2 | Not recorded | 68fa73651e209131cea5c2ea |
| RankLLaMA | 47 | Not recorded | 68fa73651e209131cea5c2ea |

### TSARankLLM

Arguana: 56.8. Result ID: 6992d8ba3a6c31484911e663.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2ea.md>)

[Implementation](<https://github.com/Alibaba-NLP/RankingGPT>)

Recorded evaluation configuration: {"Base Model":"Qwen-7B","Number of Parameters":"7B"}. This record does not assert independent reproduction.

### TSARankLLM

Arguana: 56.1. Result ID: 6992d8ba3a6c31484911e660.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2ea.md>)

[Implementation](<https://github.com/Alibaba-NLP/RankingGPT>)

Recorded evaluation configuration: {"Base Model":"BLOOM-7B","Number of Parameters":"7B"}. This record does not assert independent reproduction.

### TSARankLLM

Arguana: 54.1. Result ID: 6992d8ba3a6c31484911e662.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2ea.md>)

[Implementation](<https://github.com/Alibaba-NLP/RankingGPT>)

Recorded evaluation configuration: {"Base Model":"Baichuan-7B","Number of Parameters":"7B"}. This record does not assert independent reproduction.

### TSARankLLM

Arguana: 51.2. Result ID: 6992d8ba3a6c31484911e661.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2ea.md>)

[Implementation](<https://github.com/Alibaba-NLP/RankingGPT>)

Recorded evaluation configuration: {"Base Model":"LLaMA-7B","Number of Parameters":"7B"}. This record does not assert independent reproduction.

### RankLLaMA

Arguana: 47. Result ID: 6992d8ba3a6c31484911e65f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2ea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70db1e209131cea4dba5.md>)

Recorded evaluation configuration: {"Base Model":"LLaMA-7B","Number of Parameters":"7B"}. This record does not assert independent reproduction.

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